{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Build Status](https://travis-ci.org/matplotlib/mplfinance.svg?branch=master)](https://travis-ci.org/matplotlib/mplfinance)\n",
    "\n",
    "# mplfinance\n",
    "## matplotlib utilities for the visualization, and visual analysis, of financial data\n",
    "\n",
    "---\n",
    "\n",
    "# Installation\n",
    "## &nbsp;&nbsp;&nbsp;`pip install --upgrade mplfinance`\n",
    "   - mplfinance requires [matplotlib](https://pypi.org/project/matplotlib/) and [pandas](https://pypi.org/project/pandas/)\n",
    "\n",
    "---\n",
    "\n",
    "# Contents\n",
    "\n",
    "  - **[The New API](https://github.com/matplotlib/mplfinance#newapi)**\n",
    "  - **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**\n",
    "  - **[Adding Your Own Technical Studies to Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb)**\n",
    "  - **[Saving the Plot to a File](https://github.com/matplotlib/mplfinance/blob/master/examples/savefig.ipynb)**\n",
    "  - **[Customizing the Appearance of Plots](https://github.com/matplotlib/mplfinance/blob/master/examples/customization_and_styles.ipynb)**\n",
    "  - Technical Studies (presently in development)\n",
    "  - **[Latest Release Info](https://github.com/matplotlib/mplfinance#release)**\n",
    "  - **[Some Background History About This Package](https://github.com/matplotlib/mplfinance#history)**\n",
    "  - **[Old API Availability](https://github.com/matplotlib/mplfinance#oldapi)**\n",
    "\n",
    "---\n",
    "## <a name=\"newapi\"></a>The New API\n",
    "\n",
    "This repository, `matplotlib/mplfinance`, contains a new **matplotlib finance** API that makes it easier to create financial plots.  It interfaces nicely with **Pandas** DataFrames.  \n",
    "\n",
    "*More importantly, **the new API automatically does the extra matplotlib work that the user previously had to do \"manually\" with the old API.***   (The old API is still available within this package; see below).\n",
    "\n",
    "The conventional way to import the new API is as follows:\n",
    "\n",
    "```python\n",
    "    import mplfinance as mpf\n",
    "```\n",
    "\n",
    "The most common usage is then to call\n",
    "\n",
    "```python\n",
    "    mpf.plot(data)\n",
    "```\n",
    "\n",
    "where `data` is a `Pandas DataFrame` object containing Open, High, Low and Close data, with a Pandas `DatetimeIndex`.\n",
    "\n",
    "Details on how to call the new API can be found below under **[Basic Usage](https://github.com/matplotlib/mplfinance#usage)**, as well as in the jupyter notebooks in the **[examples](https://github.com/matplotlib/mplfinance/blob/master/examples/)** folder.\n",
    "\n",
    "I am very interested to hear from you regarding what you think of the new `mplfinance`, plus any suggestions you may have for improvement.  You can reach me at **dgoldfarb.github@gmail.com**  or, if you prefer, provide feedback or a ask question on our **[issues page.](https://github.com/matplotlib/mplfinance/issues/new/choose)**\n",
    "\n",
    "---\n",
    "\n",
    "# <a name=\"usage\"></a>Basic Usage\n",
    "Start with a Pandas DataFrame containing OHLC data.  For example,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3083.95</td>\n",
       "      <td>3072.15</td>\n",
       "      <td>3074.62</td>\n",
       "      <td>585634570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878\n",
       "2019-11-05  3080.80  3083.95  3072.15  3074.62  585634570"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-26</th>\n",
       "      <td>3134.85</td>\n",
       "      <td>3142.69</td>\n",
       "      <td>3131.00</td>\n",
       "      <td>3140.52</td>\n",
       "      <td>986041660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-26  3134.85  3142.69  3131.00  3140.52  986041660\n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "daily = pd.read_csv('examples/data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(3)\n",
    "daily.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<br>\n",
    "\n",
    "After importing mplfinance, plotting OHLC data is as simple as calling `mpf.plot()` on the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.plot(daily)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<br>\n",
    "\n",
    "The default plot type, as you can see above, is `'ohlc'`.  Other plot types can be specified with the keyword argument `type`, for example, `type='candle'`, `type='line'`, or `type='renko'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = pd.read_csv('examples/data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "year.index.name = 'Date'\n",
    "mpf.plot(year,type='renko')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(year,type='pnf',savefig='readme_5_1_new.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<br>\n",
    "\n",
    "We can also plot moving averages with the `mav` keyword\n",
    "- use a scalar for a single moving average \n",
    "- use a tuple or list of integers for multiple moving averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='ohlc',mav=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',mav=(3,6,9))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "We can also display `Volume`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdIAAAFXCAYAAAAWHc9dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeXhU1f3H8fe5s2YyWYEAQkBkEVwLAhoQUVCJiitVARXErWBdakXtD4tIUWtVRFFibW0LKu6CK0utotaNTdyLSFgEImRfZ597fn9MCASSkDCZSQjf1/PwkMyde+fcwzCfOeeee47SWmuEEEIIcVCMli6AEEIIcSiTIBVCCCGiIEEqhBBCREGCVAghhIiCBKkQQggRBWtLFyCWEhISCAQCJCUltXRRhBBCHKIqKiqw2+14vd46t7fpIA0EApimiWm2jjt8lFLI3UaxIXUbW1K/sSX1GzvNUbemaRIIBOrd3qaDNCkpCdPUrPtha0sXBYAuGW525Fe2dDHaJKnb2JL6jS2p39hpjrrtf0x3DEPVu12ukQohhBBRkCAVQgghoiBBKoQQQkRBglQIIYSIggSpEEIIEQUJUiGEECIKEqRCCCFEFCRIhRBCNJtemWn0ykxr6WLElQSpEEIIEYU2PbOREEKI2KurBVrXYxu3lcSjOHEnQSqEECJqwVC4we02qyVOJYk/6doVQgghoiBBKoQQQkRBglQIIYSIggSpEEIIEQUJUiGEEK3OoXQ/qgSpEEIIEQUJUiGEECIKEqRCCCFEFCRIhRBCiCjIzEZCCCFahcZMNdgapxmUIBVCCNFqZGR0qndbfv7OOJak8aRrVwghhIiCtEiFEEJErTkmpbckuXGfOpjEASeQcOKxVK3+ioK/LmiG0sWWBKkQQoio7H3dcvc1zcZcy/Rpk434Wa99rNc+Tv3qI5RlTyCbFZXNX9gYkCAVQggRF35tklsdnD9qP1vws/fia9o08X63nqq13+BZ+zWer75vsbI2hQSpEEKImAhqvVdw+ti0T3AqoAd2jlZO+ionY07sSTt3SksV96BJkAohhGg2X/9cyAe6gofDO8nFT2ivbQroXhOcDnrjJEHtGfMa9nhBglQIIcShqinXN+tias1cs4Bc/DWPZWKraXH2wYlLtb2bReIapMuXLycnJwe/309aWhozZ86kT58+FBUVMXXqVLZv38577723336maXL55ZfTs2dPHnzwQQDWr1/PvffeS0lJCWlpadx777307ds3nqcjhBBiL+/pCnLxk4qFcUY6R+PAraIfzdvaxe2rQV5eHjNmzCAnJ4dly5aRnZ3NtGnTKC0t5YorrqBPnz717vviiy9SVFRU67HbbruN6667juXLl3P11Vdzxx13xPoUhBBC1GOnDvKGLgVggtGOk5TrsAhRiGOQWq1WZs+eTZcuXQDIyspi8+bNKKXIyclhxIgRde6Xn5/Pc889x8SJE2se+/HHH6moqODMM88EIDs7m6KiInJzc2N/IkIIIWoxteZfZhFBNENUIieohJYuUlzFrWs3IyODjIwMAEKhEIsXL2bkyJGkpKSQkpJCQUFBnfs98MAD3HTTTQQCgZrHtmzZQteuXWs9LzMzk02bNtGzZ8/YnYQQQrQxzTG/7Xu6nFz8pGFhrEqPqjytdRrAhsR9sNGCBQvIycmhW7duzJs3r8Hnfvzxx5SXlzN69GgWLVpU87jX68XhcNR6rsPhwOPx7HcMpRRdMtzNU/go2a2WVlOWtkbqNrakfmOrpevXNM16txmG0WDZtoX8vFFQBsBtaV3o7Uw66HJ4/cGanxMctv0eOxjNUbeGoRrcHvcgnThxIhMmTODdd99l7NixLFmyBKfTud/zfD4fDz30UJ1h63K58Pv9+z0/MTFxv+dqrdmR3zpmx+iS4W41ZWlrpG5jS+o3tlq6fsOmbnB7fWUzteZBcydBNENVIkeUK3aUN8957G4FR1svzVG3pqkbDNO4BWlubi67du1iyJAhKKUYPXo0s2bNYvPmzfTr12+/53/33Xfs3LmT8ePHA5GgDAaDFBcXc+edd7JlyxZM08QwDEKhEFu2bJFuXSGEiKN/63I2ESANC5dH2aV7KItbkO4OwNdff52OHTuydu1agsEgmZmZdT5/4MCBrFmzpub3RYsWsWrVqprbXzp06MA777zDBRdcwBtvvEHXrl3p0aNHXM5FCCEOd3n7jNJti/eHNlbcgnTQoEFMnjyZSZMmYZomdrudOXPmsGrVKh566CF8Ph+FhYVkZ2fTsWNHFixoeMb/Rx55hOnTp/Pkk0/Srl07Hn744TidiRBCHN5MrZlvFhICTlWJHH+YjdLdl9JaN9w5fghLTU3FNDXrftja0kUBWv46SFsmdRtbUr+x1ZL12yszjWAoXO92m9Wy36jdpWYZr+tS0rAw0ziiVbdGm6Nu+x/THcNQlJaW1rm99Z69EEKIVidPB3mzukt34mHepbub1IAQQohGCWvNv2q6dN0cd5h36e4mQSqEEKJR/q3L2Vw9Svcytf9EDocrCVIhhBAHlKcD0qVbD1lGTQghDnM2a8OTy4e15p9mESFgmHTp7keCVAghDmN7j8itbz3SJWYZWwiQLl26dZIgFUKIQ1Bdk83v62AX6N7bDh3grb26dBOkS3c/EqRCCHGIOtD9n9EKVy+PFgJOU26OlS7dOslXCyGEEHVarstrunQvlS7dekmQCiGE2I906Tae1IwQQohaWkOXrm2DgWVnw+uAthZyjVQIIQSwZ3DSu3uN0o13l651s0G7PztxL7XjPz7E9iWtf45nCVIhhBA19u7SvTqOXbpGqSLtcQcpCxyooMJM0JRdFYjLa0dLglQIIQQAoeqJF8LAcOXmmHh06QYh5Tk7aXOcWEoNtNKUX+qn+A4f4c6HxuJkEqRCCCEAWKbL2UqAdvHo0tXges9Ku/sTsG+K3KrjzQpSON1H4Pj6b+tpjSRIhRBCsEn7eXuvLl1nDLt07d9ZaD/LScJnNgACPcIU/dGL56wQHBrji2qRIBVCiMNchQ7zV7OAMDBCJdEvRl26ll8U6Q87SXrNjtKKcKpJyW0+yq4MgD0mLxkXEqRCiFYtXlPhHa5MrfmbWUgxYY7CHpO5dJUHUv/qJPWvDgyvQts0pVf7KLnFj5l6aFwHbYgEqRCi1cvI6FTvtvz8nXEsSduzWJfyP3wkYTDF6IBVNWPfqglJr9lJf8iJdVekq7jynABF/+cj1MNscFelPWgSoDnLEyMSpEIIcZj6UntYqssxgN8YHUhTzRcJzs+stJ/lxPFd5Ji+E0IU3ePFd3LdA4ks5i84w5+TYH6BM/w5dvN7vJYR/JLwWrOVKVYkSIUQ4jC0Uwf5p1kIwBiVRl/lbJbj2jYbtLsvgcR/RwYShTqbFP3BS+VFwT1z6WmNTf8UCc5wJDhtemut42hs+I3jmqVMsSZBKoQQhxmfNskxC/ChGahcnK2Soj6mUQ5pc52k/LN6QgWXpuRGH2U3+NHOIA7zG5yBL2rC00JRrf1NkvBZBuO1nILPkoXfGIA+RFabkSAVQojDiNaaBbqIPIJ0xsbVqh0qmuuQYUh61U76X5xYC6snVLiyCM/vP8Ge/DmdzM9xVq3BwFNrt5DqiM+ShdfIwmc5hYBxLKjol35rCRKkQoi42D36VkbYtqz3dAWrtQcnihuNDlHdL+pcZaH9vQk4vo1EiffUYsKP3ElSygKSCUFwz3MDqhc+S1YkPC2nEFJHHhIDiRpDglQIIQ4TG7SP13Tki8wkoz2dle2gjmPdoUi/P4GktyM3f4Y6m1TMfpOkATeRoPPQGPiM/tXBeQo+4xTCRodmO4/WRoJUCCEOA6U6xF/NAkwgWyVzknI1+RjKC6lPOUl9yoHhU5gOTdltv2CdOJU0XgQNPmMABY4nCFiOaf6TaKXiuh7p8uXLufDCC8nOzmbcuHFs2LABgKKiIiZNmsRZZ51V6/mVlZVMnTqV7OxsRo0axeOPP16zLS8vj0mTJjFq1Cguvvhivvjii3ieihBCHDJCWvOUWUg5Jn1xcLFKbdoBNLjftJF5ejLpc5wYPkXF+QEKP11I0tX9SeJFTJwU2v/EjoTlh1WIQhxbpHl5ecyYMYPXX3+dLl26sGDBAqZNm8YzzzzDFVdcwfDhw9m+fXutfR599FFsNhtLlizB4/Fw0UUXMXDgQIYOHcr06dMZPnw4V199Nd988w1Tpkzh/fffx+lsniHcQojo1Dcj0b6PyzXT2HtFl5CLnzQs3GB0wNKEa5P2byLXQRNWR+LCf1yI4lk/k3TcVDJCi0GD1ziFAucTBI1esTqFVi1uLVKr1crs2bPp0qULAFlZWWzevBmlFDk5OYwYMWK/fc466yxuueUWDMPA7XbTt29ffvrpJyoqKli5ciWXXXYZACeccAKdO3dm5cqV8TodIUQjBEPhBv80hZHsJvORe+n1xnzaX3cF1vbpMSp12/K5WckHugIrMMXoQHIjR8ZaChQd7kig62g3CauthNqb5D9URekbC8joOxh3aDEmiRTY/0JewruHbYhCHFukGRkZZGRkABAKhVi8eDEjR44kJSWFlJQUCgoK9tsnKyur5ufKykrWrVvHtddey9atW0lLS8Pl2tPH361bNzZv3szw4cNjfzJCiLhyHNWdzIdnYM88AoCMG66iwzXjqfjoMwLPLEBrHd0tHG3UNh3gOV0MwDiVzlHKceCdApDyTwfpjzsxKqvnxb3GR/ktm2lnm0picAkAHstwChyPEzK6x/IUDglxH2y0YMECcnJy6NatG/PmzWvUPoFAgNtvv50RI0bQv39/1qxZg8NR+w3hcDjweDz1HEEI0RStaaL4dmedTvc592N1J1Lx7Q9sffIZOl54Du3PPoPkkcP41chh3GP+wunKTZZy44rh8l+HEmtyEjlmAQE0Q1Qipyl3wzsEIPF9G+l/dmLfHGm1Vp0ZpGi6B2fmQrr4p2EJlxEmiSLHfVRYr2ozt69EK+5BOnHiRCZMmMC7777L2LFjWbJkSYPXNauqqrj55pvp2LEjM2fOBCAhIQG/31/reT6fr1YLdTelFF0yDvAGihO71dJqytLWSN02P9Osf1JxwzAaVd8W48AftPUdx9SalyoLOP7vjwEw3JnMrEuvwfT52PbWcgrDQZZ5SljqKeEXM8iLuoTFlDHCmcJ5rnSOsh064yUO9v1bX/2aWtP30fsoIERPq5M723fDUdcXjCow3lNY3lAYSxSqLHI882hN6GETy8htdCmYgsX7bwDCCecQ7JBDsrUryU0ubctojs8G4wDv47gFaW5uLrt27WLIkCEopRg9ejSzZs1i8+bN9OvXr859QqEQN910E71792batGk1j3fv3p2SkhLKy8tJTo78c27cuJExY8bsdwytNTvyK2NzUk3UJcPdasrS1kjdNr+wuWd5K4uhav0ONKq+992nLnUdx6dN/mUWsRYPCrhEpZIdSGamz1drnzNwMYwEvjI8fGhWsF77WeIpYYmnhF44OEMlMUC5sLXyltPBvn/rq9+F5fm0P3M4LgyuM9MpLNjTW2eUKlzvW0lcasP1kQ3Dt6du/H3DVIzzU3alj2Q1n3Y/z8CgkjBpFDr+TKVxGRQr4ND5v9Ycnw2mqRsM07gFaXFxMXfeeSevv/46HTt2ZO3atQSDQTIzM+vd57nnniMxMbFWiAK43W6GDh3KwoULmTJlCp9//jklJSUMHjw41qchhIixAh1knlnAdoIkoLje6MAJDcy5alWKgSQy0JJIng7woa7kM13JRvxs1H6StMEw5Wa4SqJd9eombXmWpdW+ChaU70KbJtdbM+igbFjyFYnLbSQus5HwmRUV2hMKvgEhqs4JUjkqSKiHidXczBH+W0gIfwJApeUCCh0PEzYyWuqUWr24BemgQYOYPHkykyZNwjRN7HY7c+bMYdWqVTz00EP4fD4KCwvJzs6mY8eOLFiwgJdeegmv10t2dnbNcbKzs/nd737HzJkzueuuu1i0aBFut5u5c+ditx/CS6wL0QbZrE2bO3W99vFXs4BKTDpi5WYjg05NmH3nCGVnvErnEp3KSl3FCl3BdoIs0eUs1eWcQAJnGEmRa3v60F9Qel+/hAL8uWgbGgjPfI1TM/9I4nIbzjUWlI6Ep7ZoPKcGqRoV+RPuXF0POkBK4O+kB+7HwEtIdaDQ8TBV1gtb7oQOEUrrNvhuqpaamoppatb9sPXAT44D6X6MHanb5tUrM63W7Sn7du3arJYmt+YaagVqrVmhK3hJl2ACx+HkBqPDfgOHmtqS1FqzET8f6grWaA+7z8i75We2zP0bnzz2bKsY7Xsw7999B4QZdgdjHn2d7E0DyHrVSr9te6bkMx0a77BIy7PqrCBm2l4f+9rEHVpEeuB+bHoLABXWSyl0/BlTtTvoc2otmuOzof8x3TEMRWlpaZ3bZYpAIUSLCmrNQl3MJzryYZetkrlEpWI0Q8AppeiNk97KyWU6zKe6kg91BcVHdqPfo/fxqJnPVUY6GQc552xL2vhzCdbtBs41FhxrLYQ+Nmh/055eOdOtqRoRpOqcIJ7Tg+h9x9toTUL4A9oF/oTD/AaAgOpNkWMWHuuoOJ7JoU+CVAjRYsp0mByzgFz82FBcrdpxspEYk9dKURbOVSlk62RO+/3V9Lz79/wvLZV7zV+4UKVwpkpu0ow/cRcAx/cWnGusONdacK62Ys2v3WIvTQ/hPTsI54TxDA1BPbeNOsJraReYSUL4vwCE1BEU2++iwjoelMRCU0mNCSFaxBbtZ55ZQAlh0rDwW6MDRzZmwoAoGUqx87W3KFrxX37/5UpWag+v6lJWag8TjXS6x6EMjWEUK5xrLDjXWnGuseL42oLhrx304VSTzSf5+OCkMr4bWMXJJzk5xV7/rR428yfS/ffhDr8V2Z9USu23UWa7/pBZRLs1kiAVQsTd52Ylz+pigmh64WCK0YGUOC/qHCwq4XqjA6doL8+ZRfxMgPvNnZylkrlApdR932WsmGDbYERam9Xhad+0f30EeofxnRTCNzBM5UlB/tojn9V4sABXqXacYtQdohYzj/TAQySFnkcRxsRJmW0ypfZbMZs6gb3YjwSpECJ+DINXzRKW63IATlNuxqt0rHHoUq1rtqbdj1lcCRx5+2/pdu2VLNflfKk9XGWkc0yMWmnKB46vI92zztVWHF9a6FZae4oD06nx9w/hOymMb1AIX/9wzSChSh1mnlnAT/hxophidODYOspq6FJSA4+REnwaAx8aC+XWiRTb7yRsHBGTczscSZAKIeLCmpzEMU88yHJdjgUYq9I5XbnjOmo2I6NTvdtyZz3CU9dPZYFZxA6CPGrmM0QlcplKwx1la9koVZHrmqsiwen82oIK1D7v4BEmvpNC+AdGwtN/TBjqGAOVr4M8buazixBpWLjVyKCrqn3rn9JeUoJ/IzUwBwtlQOR+0GLHHwkavaM6F7E/CVIhRMzl6yAD3nge11HdcWMwxejA0ar1TeF3lHIw3ejMcl3O27qUz3QV32ovY1U6g5Wr0aFv3aH2hOYqK44fawexVhp/vzC+wSF8A0OknONgh+PAt2jkaj9PmPlUYpKJjVuMDNL2HhykQySFXiA98BesOg8Ar2UYRfYZ+C0nNb4iRJNIkAohYuoXHeQRcxeuo7pT+cOPPHjcCNof5MjQeMxEZFWK81QKJ2kXz5pFbMDP33UhX+gErjTSa2ZHqmGCfYOxJzhXW7HtqH191XRo/CdWd9GeHMI3IIyZsudezpQMB+Q3XK612sMzZiFBNMfhZLLRAefu67hakxh+h3T/fdj1BgD8xvEU2WfgtYyQyeVjTIJUCBEz23WA2eYuKjAp/WIN3157C+3X72jpYjVKJ2VjqtGRT3Qlr+oSvsXLLO8vTNjSnlN/SsKx0YrjWwvONRYsZbWDM5xi4htY3eIcFMJ3QrjeW1EONMmE1pr3dAWv6hI0kevKV6j0yK062iQx/A5pgUdxmF8DEFRHUmy/m0rrJSAr4cSFBKkQIia2aD9zzHyqMDkWJzcOuRjH+v0XlmiNlBdsuRbsPxlctKEDF/2UQfAnRbutNizh/Vt3wSPMPaE5KETgaBOaIcNMrXlJl/CBrgAik/efo5JRhHEHXyctMAe7/hGAkMqgxDaVcttEUDJdajxJkAohml2u9vOYuQsvmhNIYIrRoVWuwOIyXfQJ96ZPqA9d6UKnSYnYNxhYtxk1c9PuTRuavB5+NvXy8XNvH+6jFV0HW0jp2rTBSA2NIN7t+5+L+LtZyFd4sQLXqPYMVlaSQgtICzxeM51fUHWh1HYLFbar5F7QFtKkIDVNkxUrVpCbm8vZZ59Neno65eXldO3aNVblE0IcYjZoH4+b+fjRnISL6432cbm9pTF6hHowMjCC4YHT6Bc6hkxzn8+u/0T+0lZNoEeYQO8wgd4mwd5hAn3CBHuYVDlM3tclfKj3DA7qEbYzSCUyULlIb+T1371HEBsWhRnec820VAd52NzFFgK4MLhFJXJS6DlSg0/UDCIKqKMotd9GhfUyaYG2sEYH6S+//MKVV15JXl7kH/GYY46hsLCQ3/zmN/zrX//ihBNOiFkhhRCHhh+0lyfNAgJoTlYurlHtW3TaPeUF5xdWXCtsbGADvYtr3/rhx0+uJZcN1g186f+SG/96F4HeYYJHmlBPNrkwuFK1I0u7eV+X85X2spkAm3WAV3QJvXEwSCVyknI1OMlEfv7Ouo/fswf95/+DLQTI1D7+FH6bzNDTWHRhpMxGP0ptt1NpvQjiPImFqFujg3TatGn4fD5uvPFG5s2bB0BaWhoul4uHH36Y5557LmaFFEK0ft9oLzlmPiHgVJXIBNWuWSaebyrrVgPXikh4JnxmrVm4OpXelKgSPrR/yPv2Fay1rWWrZSthFVkTJj9/JxPP+32jX2dUt0iL8vufi/hGe1mtPXyDh5/w85P286Iupi9OBikXA5Sr1r2oew8s2nuw0XrtI8cswKqLuTb4NOeGFmIlMnmFzxhAif12PJZsGUTUyjQ6SNetW8ctt9zCBRdcUBOkPXv2ZMKECTz99NMxK6AQovX7Unt42iwgDJxePVtRvEJU+cC50loTnvtOrec/PkTVGSFGzx3BlvY/1wRnc3Eog0EqkUEk4tUmX2kPq7WH7/HyP3z8T/tYqIvph5PBKpFfKdd+y8NBZNrEt8z1TAg9x0Wh13DgAcBrDKXEfjtey+lyG0sr1eggTUtLIy8vr+aG5N1/f/fddyQmxma1BiFE67fKrOIZXYgJnKWSuEylxXy2Iuu2vVqdn1oxvHteL5ys8Z4WxHNGCM/pQcIZkWuPn8/9nAxV/8xGzSFBGWQpN1m4qdJh1mkvq3QV6/HxHT6+0z6suojjSWCQSuTE6sFBQ6eNJcn/e54Pv4mdAAAey0hK7Lfjs2TFtMwieo0O0qysLBYuXMiqVatQSvHYY49xzz33kJeXx69//etYllEI0Up9alYyXxehgXNVMher1JiFqPJCyr8cJL1mx/7TPq3OY0N4Tg/hGRHENyBc7ydbfdclG6sxo213d9smKgunKjen4qZch1mrPazWVfyEn3V4yTV/IddczTtfDGVUymtYwyEAKi3nU2L/PQHLr6Iqq4ifRgfpXXfdxc8//8yaNWsA+PbbbwEYOHAgd955Z2xKJ4RoMTZrwwNZPjIreE4XA3CRSmG0EaNVRDQkvmuj3f0J2LZHukTDSRrvsL1anZ30AQ5S/3XJpmpovt76gjpZWRiBjXPNHzHC72MJf0g78zsMNKRAGIOtlktQ9qkELf2aXCbRshodpCkpKTz//POsX7+eTZs24XQ66dGjBz169Ihl+YQQLeBAofMfs7wmRH+tUsk2UmJSDvu3Ftrfm0DCqshHlb9fmOI/ePEMC9U5oXurok3s5ve4witICH+IM/w5Br49m7FTbgxm3vtlvPBKOW88948WLKyIRpPuI127di3btm3joosuAiAnJ4eTTjqJk08+OSaFE0K0PkvNMl7XpQCMU2mMNJIPsEfTWfIV6Q85SXrFjtKKcLpJ8R0+yscFoBXf8ZHZGZKCz5MQXoEr/HHNLSu7+Y3j8FpOx2M5HZ8lC61cTLtx/+5icWhpdJB+8MEH3HLLLZx//vk1QfrJJ5/w5JNP8uSTTzJixIiYFVII0fK01ryty3hLl6GAq1Q6pxlJzfoaygcp/3CQ9oQTo0qhbZrSST5KbvHXmuS9tUhKNDm1f4BhJwUYPtBPr26A/+aa7SF1BB7LGXgtp+O1nEbYyGi5woqYaXSQPvnkk3Tq1IlLL7205rFbb72V6dOnM2/ePAlSIdq4RbqUpbocBVyj2pFluJvv4BoSl9pod78T28+RJmfVWUGKpnsJ9jCb73WaXK4AVp2H1dyGTW9n+o3Q96gyunYM07VTmG6dwlj3+hQtqwBr6rl4LMPxWs8gqHrJLSuHgUYH6aZNm7jtttsYMGBAzWMnn3wy48eP5/HHH49J4YQQrUOve+5gqS7HAK5X7RlkNN8tb/bvq6+DfhH5OAr0CVM4w4v3tFCzvUZ9lK7Aam7Hprdh1duwmrv/3o5Nb8eif0GxpyX8p5sBvDW/B0PwxTc2Plrj4OM1dpZ/XMyPWxbGvNyidWl0kKampvLxxx9z2WWXkZAQufepoqKC999/H7e7Gb+ZCiFaDVNrZmzdyEe6Egsw2ehAf+VqlmNbChTpDztJeqn6OmiaSfFUH+XjAzFZTkNpL87w5ySEP2Tly9CrG6RXdWtwH41BSHUmqDIJGZk8Me81SiqT2b7LwvadFrbttOD173UPa/PO9SAOEY1+u44dO5bHHnuMU045hSOOOALTNMnLyyMUCvGb3/wmlmUUQrQAU2ue08X8V1diQ3Gj0YHjm2N1ET+k/tNB2lwnRqVCWzWlV/soudWPmdqM10G1id38pnrU7Ec4w19g4AdgcPXU4CYOQqorISOTUHVYBlXmXo8dAWrP8OC7H3uNjIzm+SIh2o5GB+kNN9xARUUFzz//PJs3b47sbLUyfvx4br755gPsLYQ4lJha86wu4hNdhR3FvendyCiL8qAaXMtttL/PiW1r9XXQkdXXQXs2z3VQq7mVhPCHuMIfkhD6CAu17xP1G+9EVmIAACAASURBVCfgsZzOZRPm8u0G+PTLvCbPWxvtpA6i7Wl0kBqGwR133MGtt97K1q1bCYfDZGZmyvSAQuwlmhv9WwtTa+brIj6rDtGbjQ70d7jZQeWBd66HY52F9L84cX0aad0FeocpvMeL9/ToroMaupSE8MckhCLhadOba20Pqky8ljOqB/+chqnaA/Cfz+ZGntDEEG2uSR1E29JgkK5evZoePXrQvn17Vq9evd/2H374oebnQYMGHfDFli9fTk5ODn6/n7S0NGbOnEmfPn0oKipi6tSpbN++nffee6/m+YFAgJkzZ7JmzRosFgtjx45lwoQJAOTl5XH33XeTl5eHy+Xirrvu4pRTTmn0iQsh9mdqzb90EZ9Xh+gtRgZ9lfOgj+dYZyFtjpPEFZEADaeaFN/uo/yKwMFNqKADOMOrarprHeY6FHtas2GS8VpOw2s9Ha/ldILqKBk1K2KuwSCdMGEC9913H2PGjOGqq66qdw5NpVStUK1LXl4eM2bM4PXXX6dLly4sWLCAadOm8cwzz3DFFVcwfPhwtm/fXmuf+fPnU1ZWxtKlSykrK2PMmDH079+f448/nunTpzN8+HCuvvpqvvnmG6ZMmcL777+P03nw/+mFOJyFteafupCV2oMDxa1GBn0OMkT3DVDTpSmb5Kf0N37MtIO4Dqr9JIeeIy0wp2ZhawCNDa+Rhac6OP3Gr6CRC2sL0VwafMcNHDiQ9u0jXSGNaXE2+EJWK7Nnz6ZLly5AZBL8uXPnopQiJyeHgoICPvjgg1r7LFu2jN/97ncYhkFaWhrZ2dksW7aMI488kpUrV/LEE08AcMIJJ9C5c2dWrlzJ8OHDoyqnEIejsNb8QxeyqjpEf2dk0PsgQrTeAL3Bj5nePAEaUL3wWM/GaxmO1zIEreSuAdGyGgzSvRfrjnbh7oyMDDIyIrN6hEIhFi9ezMiRI0lJSSElJYWCgoL99tm8eTPduu0Znt6tWzc++ugjtm7dWrOo+N7bNm/eLEEqRBOFtOYZXcga7cFZHaK9mhii8QhQv3EsJfa7qLKcJwtbi1al0X0g/fv3Z+rUqVxxxRVRveCCBQvIycmhW7duNQuE18fn8+FwOGp+dzqdeL3e/R4HcDgceDye/Y6hlKJLRuv4xmq3WlpNWdqa1la3raksDQlpzYOl21nj8+BSBveld6efff/bO+qrX7UKrPcZWJZHgk0nasI3akK/M0lobyWhqTeEaj+W8n9iLf0LKrwDANN+PKG06WjXhaQqg+ZcY6Y5/p2a69/6UHnPHGqa47PBMBq+zt7od/mwYcNYuXIl48ePj2q9wYkTJzJhwgTeffddxo4dy5IlS+q9rpmQkIDf76/53ev14nK59nscIqG7dwt1N601O/IPfrRhc+qS4W41ZWlrWlvdtqay1CekNU+bBazDSwKK36kMkkvNOkfn7lu/B2yBmkB+48uitI+k4HOkBR+ruwVaZUDV/l+Uo9Uc/07RHmPjtpJW9/5tS5qjbk1TNximjQ7Sdu3asWzZMk477TT69OlTM7sRRFp9u69X1ic3N5ddu3YxZMgQlFKMHj2aWbNmsXnzZvr1q3v9vaOOOopNmzZx5JFHArBx40Z69epF9+7dKSkpoby8nOTk5JptY8aMaezpCHFYC1aH6Fd4cWHweyODI5XjgPs1dxfuAQNUunDFIaDRQfriiy/W/Lzv9czGtFCLi4u58847ef311+nYsSNr164lGAySmZlZ7z7nnHMOL7zwAsOHD6eoqIjly5fzzDPP4Ha7GTp0KAsXLmTKlCl8/vnnlJSUMHjw4MaejhCHhbrudQxqzVNmAd9Uh+jtRgbdDxCiahV0uidRAlSIOjQ6SB944IGounQHDRrE5MmTmTRpEqZpYrfbmTNnDqtWreKhhx7C5/NRWFhIdnY2HTt2ZMGCBUyYMIFNmzaRnZ2NxWLhpptuom/fvgDMnDmTu+66i0WLFuF2u5k7dy52u/2gyydahtzUXrdY1UtQa+aZ+XyHj0QMbjc60k3V///G+rNB+3sTcLxnxYEEqBB1aXSQjh49mlAoVOd1yMa68sorufLKK/d7vL4l2Gw2G/fff3+d2zp16sSCBQsOuixCHG6CWvOkmc/3+HBXh2hmfSHqh9S/Vq8L6lfoRE3p1VGOwg0+KwEq2qQDBmlVVRV//OMfee+99zBNk8GDB/PAAw9wxBFHxKN8Qogm2N2S3VefXp047u+PkX5aFoHCYqZmHEvXekI04b9W2v8xAfumyHy4FRcHsD1mUGz4ml4gbeIOLSY9MAub3gpIgIq254Dv4pycHJYuXUo4HMYwDL744gumTp0aj7IJIQ5CMBSu9aciEOTWLd+RfloWqYaVr8ZdX2eIWnYqMm50ccR4N/ZNFgK9wux4uZL8uR7o1PRyOEP/pYv3TDr6r8OmtxIw+rLT+SzbEz6mynq+hKhoMw74Tn777bc58cQT+eKLL/jqq6+YMGEC69atIzc3Nx7lE0JEwWuaTC/awjp/FWmGlUc69MDz0z7/d0OQ8g873c5IJultO6ZTU/QHL9uWV+Ab0vRJ5e3hH+jkvYwuvgtwmusIqU7kOx5nW8J/JUBFm3TAd3RhYSHnn38+KSkpWK1WrrrqKrTW5Oc34SYxIUTc7QwF+GPhFr7yV5FeHaLdbbXv2XastdD1vCTa3+vCqFRUnR1k24pySn/rhyaO3bOYO+jgu5mu3mEkht/DJIki+9387FpDhW2CzIEr2qwDvrNN06w1YcLu+0fDshS8EK2Os+sRvFxRwMeeMjYEvQC0M6w80uEoutr23OJilCja/dlJ8ouRx4KZYQpnevGc1fQWqKHLSA08TkrwKQx8aKyU2q6jxH5HzbJlbZGMNBe7Neorot/vp7IyMjPE7r99Pl/NzwBut0xvJUQ06hootO9jdX14F+gga7SHNdrDKZ8s4ZmyyMLTTmVwijOJa1I60dla3bw04RquodvwJCwlBtqmKZ3sp+RmHzphv0M3TAdICf6TtMDDWCgGoNJ6EUX26YSMo5p4MCEOXY0K0vvuu4/77ruv5nelFDfffHOt3w+0jJoQ4sCCofp7emxWS83P+XuF588Eah4PV3kY2b4zw10pDHIm4dj7euTXYPmt4h/8A0rAc2qQwvu8BHuaNIk2SQy9QbvALGx6CwBeI4six5/wWwY27VhCtAGNClKtG75v7EDbhWhu9d3msa+21P2W0D2TJWbZfuHpQHGiSmCgSmTsgKP4YN85acvBuFehngRlKvLIw5iXQtX5QWjiHCvO0Ce0C9yD01wHQEAdTZFjBh5LtiygLQ5bBwzS9evXx6McQjTZ3q03i6EIm7W/0O3dgjtU7Qj5+dhTxsfeMk7+6G0W6VIgEp6/qg7PY3Fir255mnsv5mCCehWMqQr1i0IbGvMWTd+5fVl3wc9NKocKfEcn710khv8NQEh1otj+ByqsV8ggInHYk/8BQkRpv9axUvTp3RnDYcdwOjEcdixOB2/+51MCaILVfwJ6z89BNN1uvIYFZbsIaBOfNvk+4CE3uGcShFBFJUOTOzJQuTiOBGz1tQBXg/GyQr0GanvkOfoUTfhJDb+CirkVjT43m5lLauBR7NtfwoGJiZsS+62U2aagVWKT60qItkiCVIgoaK1xdOnMW//7ju/8VXwf8LAl6KOuq473mTsbPNZRd97C8xW1bytzKYOshGROS0jhjKM7Mn/jrjoKAfb1Bu437WxkI9asPddFdXeNOU2jJ9GIm932sIX/R1rwUdyhRShMNFbKbNdQYruTsNGh8QdqpdpSl79oeRKkQjRBWGu2EWCj9rMRP7naT9anS/lz8bZaz7OjsCuFXRnYlSL3f+vp16cfdhS2vf7Y1Z6f//XUXO6+466a/Y6w2hngdO/VbRuo9Rq2XAP32zbcb9mx/xTpxk6jJ3nk8Qqv8DIv88XWL+A3RP40gj38DWmBR3CH3wZAY6PceiWOztMoLOkYXeUJ0UZJkArRAI822YQ/EpzaxyYCBKh9LTZYWsapnbpyjN3FsQ4XR9tcOI3azT9b5rG8eIBW0PQHH2fCfY82+Bzrtt3hacPx/Z7/vuF0k8pzg1ReEMQ32MX5lqs5n6sbvYqMI7yatMAjNddATRxU2K6i1HYLISOTLjY31LHgtxBCglSIGlprCgnVtDY3aj95BNl3THoGVnopB71w0Es5OK1/fz6N5cj1HaBeg8/4jO5DkmseDidrqrIDVJ4fxDs0BLamH9oZ/pS0wCO4wh8CYOKi3DaJUttNhI2DmGBXiMOQBKk47G3TAVbqKlbrKoqofR+nBTgSBz1VJDR74iBF1R4NvPHn4pqfm20d0QJQiyKDhvgvKK3IIgvTpak6K0jlBQE8w0PQ8HrcddOahPAK0gKPkGB+DoBJEmW26yi139imZyMSIhYkSMVhqUiHWKmrWKmr2EGw5vFgcQkD04+ItDiVgyNx1D86tpm1ox3qGVCvKtSHoMLVI24dGvNczeWLL+MvX/296TMQ7aY1rvAy0gKzcZprAQiTSpl9CmW2GzBVavOciBCHGQlScdio0GHWaA8rdRUb2XO/ZSIGA5WLx359KWVrvmLBXi3MWDNKFInLbLjftrGTnVgmR66tapvGPFujx2r0+UAyvGZ9jQcT/t7k11AKEkNvkBaYjcP8DoCwak+p7beU2a5Bq+QDHEEI0RAJUtGm+bXJV9rLSl3F93hrOm7t1RMaDFaJHEcCVqWYuXpdXMpklCgSl9twv2Mj4RNrTcszSBAzW6Mv1egLgMZN3lQ/7eeK82HaDdDJNwmITKRQaruFctsEuQ9UiGYiQSri7mAnZ2+skNas9VXQb879/N7cjr96uJABHIeTk1Ui/ZULpzJiXpbdjNJ9wjNU3W1r0XiGB6kcHaTvHV3Jf6cwuhfSQRLCH+EOLSYx9A7PPxR5OKi6Umr/HRXWK9DK2fAxhBBNIkEqWkRGRv0jQvPzG564oC5aa773V/G+p5SPvWWUmWE6XnwefjQ9cXCycjFQJZKs9p82sLETxTeVUapI/LeNxHdsuD6xooJ7heewIJXnB6nKDmKmRYK+5I6DDGwdxhn+DHfoddyht2tWYgFY9wM8sRDufuxLUAcxrFcIcUASpOKQZmrN0qoSXqrIZ2d4z6ChblYHH/55Ni/f9QAd4hggnenMWZxFp6sTcX28V3ga1eF5XnV4tovydhlt4jRXkRhajDv0Jla9Z8ajgDqaStslVFovZsCYwQDc/biEqBCxIkF6CGm2WytagYNpde7r56CPx0p28G0gstpJe4uVMxJSGeFKpafNiX3eM3T4w8NRv069TLBtNHCutpKw2opztYU88iLb3q8Oz6FBqkZHwjPcPvp7TR3hdbhDi0gMLcamd9Q8HlQ9qLRGwjNgHCMrsQgRRxKkIu72/iJwMF8OQlrT/ebrmbxrI0E0qYaV36Z15jRnCkYsA8QPjm8tkdBcZcW5xoKltPYMRqZb4xsQompUkKpzgoQ7RNvy1BD4DqPiFX5aBl29I2o2BVUXqqwXU2m9BL/xKwlPIVqIBOlh6FBu2eZqPwvMInrc/luCaLJdaVyf2ok0q22/ZdSiVgrncA7pDzpxrrbi+NqC4a8dVqGOJt7BIXyDQ/gGhQn0DUdmcThIu6/Jdu0Eky6By8+BY3tFtvXqDiGVQaX1IqqsF+MzBoNqwkz0QoiYkCAVhwSfNlmkS1mhK9CAd8vPPDFwOP2d7uZ7kTxQH4P6VKE+Bb6FJSyBeXueEugTjgTnoEhwhrqaTV4cuz57f7Ex1qfRo2vk5zDpVFrPp9I6Bp9lCNQxYKoxxxRCxIYEqWj1vtIeFprFlBDGALJVMv836lL6V3miPnY72qGeBuMlBZ9EpuLbTds1nwQ+4dgbB0aC86RwzQjbWPvbK3BUJpx31at4LcNlxK0QrVhcg3T58uXk5OTg9/tJS0tj5syZ9OnTh/nz5/Pyyy9jmiYDBw5kxowZ2O12CgoKuOeee9i0aRMWi4WLLrqIG264AYD169dz7733UlJSQlpaGvfeey99+/aN5+mIGCvTYV7UxazRkcA8EjsTjXZkKjt3+f0H2Lt+qgISl9tIetMemU3ot9WzCTk05giNPlWjhwIDYZh7GBv/L/6tugerJzDaOOnMuL+2EKJp4hakeXl5zJgxg9dff50uXbqwYMECpk2bxh//+EeeffZZ3njjDdxuNzfeeCPPP/8811xzDQ8++CA9evTgqaeeorKykjFjxnDccccxZMgQbrvtNm6//XbOPPNMli1bxh133MHbb78dr9MRMaS15lNdxSu6BA8mdhQXqVTOVEkHPZhIecG1wob7TRuu92011zpDhCKzCY2tnk1IZssTQjRR3EYqWK1WZs+eTZcuXQDIyspi8+bNLFu2jHPPPZfk5GQMw2DcuHEsXboUgA0bNpCVlQWA2+3muOOOY8OGDfz4449UVFRw5pmRb+vZ2dkUFRWRm5sbr9MRMbJLB5lt7mK+LsKDyXE4+ZNxBGcbyfuFqM1qqfljGEat321WC1asJKywknGbiyMHpNDpN4m4l9gx/ArvySEKHvDQiU6Y72j0lUiICiEOStxapBkZGWRkZAAQCoVYvHgxI0eOZMuWLYwYsWdIf2ZmJps2bQIiYbts2TKysrIoKiri66+/5vrrr2fLli107dq11vF379ezZ894ndIhJV5T4R2skNb8W5fzli4lBLgxGKfSGaxcqDpaofXeQmOCc5UF95t23EtsWCbs+a7oOz5E5YWRJcjCnSPXOoumFcX2xIQQbV7cBxstWLCAnJwcunXrxrx587jjjjuw2+01251OJ16vF4Cbb76Z8ePHc8opp+DxeLjmmmvo27cv69evx+GovRCjw+HA49l/8IlSii4ZzTiyMwp2q6VZynKwx+jUuXO923b+8kuL1JPXH+THgIe/lOWxORS57jkyIYXrkzuRYjT+7TmAAXSfnYzlNYXavid4zaM14ctNzEs19AE3Ntz7rIB9oGkAW/L909beu6JuUr+x0xx1axgNX1KKe5BOnDiRCRMm8O677zJ27Fi6d+9OIBCo2e71enG5XAD83//9H6NGjeK3v/0tZWVlXHfddSxZsgSXy4V/n8EmPp+PxMT9V7PQWrMjvzK2J9VIXTLczVKWgz2GGW54xGk866lKh9mIn6+1l//qSjTQHitXGekcG0igstBHY0szmck8xVPwWOT3YFeTygsCVF4QJHBMeM/tKfn779uYySFa8v3T1t67om5Sv7HTHHVrmrrBMI1bkObm5rJr1y6GDBmCUorRo0cza9YslFI1XbkAGzdupFevyB3on376KVOnTkUpRWpqKkOHDmX16tVcccUVbNmyBdM0MQyDUCjEli1b2mS3bmvvkm2sEh3iJ+3nJ3xs0H7yCLI71hUwSiVzgUrBcRATDPzCL3zDN3S/+mgqLgzgHxCO49V/IcThLm4fN8XFxdx5553s2hWZXHvt2rUEg0GmTJnC0qVLKSoqIhQK8cILL3DeeecB0KNHD1asWAFEWpwrV66kd+/e9OrViw4dOvDOO+8A8MYbb9C1a1d69OgRr9M57PXKTKsz5CHSC7BTB/mvWcE/zUL+EN7BHeYO/qYLWaEr2UEQC9AbB+eqZO4xOnOpkXZQIQrwJm9yIidSOMuLf2DbCNGN20oOiS9IQog4tkgHDRrE5MmTmTRpEqZpYrfbmTNnDoMGDeLaa69l/PjxaK0ZMmQI48aNA+DBBx9k1qxZvPTSS2itGTZsGJdddhkAjzzyCNOnT+fJJ5+kXbt2PPxwDCcnb0HRzksbD6bWbCMQaXFWtzrLMWs9x4miFw56Kye9lYMeOLDJ3LBCiDYgrtdIr7zySq688sr9Hp8wYQITJkzY7/E+ffrw3HPP1Xmso48+mldeeaXZyygOTGtNYr8+tDtjGI+Fd7ERPz5qX39NwqAPkdDsrRxkYo/thPJCCNFCZIpA0WgnnHESGeePImP02QxaGvkS8x0+ALw/b6ds1ZfcdenV9FZOOmKt87YVIYRoayRIRYN26SCrtYfVuorB/1lU83iKYWFoQjK/crg53pFI+67HYzttNMMuv7kFSyuEEPEnQSr2U6RDrNZVrNYetrLn1qRgWTnnd+7O6a4UfuVwY2ljLc7Wdu1ZCHFokCAVANg7ZvCeWc5qXcWmvcLTiaK/cjFIuRgzcCCfBkMtWEohhGh9JEgPIdG2mPLzd9b63dYujQ7nnEXG+WfTb9AAXtaR49tRnKgSGKQSOZ6EmtG1P20qqNm3tY4gFkKIeJMgPUzsHXhZky+n89hLaDfslJqxtlbgeCLheaJKOOh7OoUQ4nAjQXqY2aWDHDvvISAyb8GxJDBIufiVcpFwiIbnxm0lMsWaEKLFSJAeZjpg5aeZDxGu8rDskWdwq4YnbBdCCNGwQ7MJIg6aoRQ7/vUCO195Q0JUCCGagbRID0MyQEgIIZqPtEiFEEKIKEiQCiGEEFGQIBVCCCGiIEEqhBBCREGCVAghhIiCBKkQQggRBQlSIYQQIgoSpEIIIUQUZEKGGNq9QkpDZHIEIYQ4tEmQxlgwFK752WIowqau+d1mlSn6hBDiUCdBKg6KtKSFECJCrpEKIYQQUZAgFUIIIaIgQSqEEEJEQYJUCCGEiIIEqRBCCBGFuAbp8uXLufDCC8nOzmbcuHFs2LABgPnz53POOecwatQo7r77bgKBQM0+L7zwAiNGjGDYsGHcc889BINBAPLy8pg0aRKjRo3i4osv5osvvojnqQghhBBAHIM0Ly+PGTNmkJOTw7Jly8jOzmbatGl89dVXPPvss7z88sssXbqUoqIinn/+eQDWrFnD/Pnzee211/jggw+oqqriyy+/BGD69OkMHz6c5cuXM3PmTG6//XZ8Pl+8TkcIIYQA4hikVquV2bNn06VLFwCysrLYvHkzy5Yt49xzzyU5ORnDMBg3bhxLly4FYNGiRVx++eWkp6djs9mYPXs2J598MhUVFaxcuZLLLrsMgBNOOIHOnTuzcuXKeJ2OEEIIAcQxSDMyMhg6dCgAoVCIxYsXM3LkSLZs2UK3bt1qnpeZmcmmTZsAWL9+PR6Ph/HjxzNq1CgeffRRwuEwW7duJS0tDZfLVbNft27d2Lx5c7xORwghhABaYLDRggULGDp0KGvWrGHq1Kl4vV7sdnvNdqfTidfrBaCiooK1a9fyt7/9jRdffJEVK1awaNEifD4fDoej1nEdDgcejyeu5yKEEELEfYrAiRMnMmHCBN59913Gjh1L9+7daw0u8nq9NS3NpKQkzjvvPNxuNwCXXHIJn3zyCccccwx+v7/WcX0+X60W6m5KKbpkuGN4Rg2zGKrB31uybG2J3WqRuowhqd/YkvqNneaoW2Ofz+19xS1Ic3Nz2bVrF0OGDEEpxejRo5k1axZKqZquXICNGzfSq1cvALp27UplZWXNNsMwsFgsdO/enZKSEsrLy0lOTq7Zb8yYMfu9rtaaHfmV+z0eL3tPUr/vpPVAi5atLemS4Za6jCGp39iS+o2d5qhb09QNhmncunaLi4u588472bVrFwBr164lGAwyZcqUmtG6oVCIF154gfPOOw+ACy+8kFdeeYWKigp8Ph9vvfUWWVlZuN1uhg4dysKFCwH4/PPPKSkpYfDgwfE6HSGEEAKIY4t00KBBTJ48mUmTJmGaJna7nTlz5jBo0CCuvfZaxo8fj9aaIUOGMG7cOABGjhxJbm4uo0ePxul0MmLECC655BIAZs6cyV133cWiRYtwu93MnTu31rVWIYQQIh6U1lof+GmHptTUVExTs+6HrS3y+r0y0w64HqksR9Y8pGsstqR+Y0vqN3aao277H9Mdw1CUlpbWuV2mCBRCCCGiIEEqhBBCREGCVAghhIiCBKkQQggRBQlSIYQQIgoSpEIIIUQUJEiFEEKIKEiQCiGEEFGQIBVCCCGiIEEqhBBCREGCVAghhIiCBKkQQggRhbgv7H24sVktLV0EIYQQMSRBGkP7ruwiKzwIIUTbI127QgghRBQkSIUQQogoSJAKIYQQUWj2a6ShUIjy8nIsFgspKSnNfXghhBCiVWm2IF20aBELFy7kxx9/JBwOA+B0OhkwYAA33HADJ598cnO9lBBCCNFqNEvX7vz585k2bRrff/89oVAIrTUul4tAIMCnn37KNddcw3/+85/meCkhhBCiVVFaax3tQUaOHInb7ebBBx+kc+fOPP3006xevZoXXniBtWvXcvfdd+N2u3nrrbeao8yNppSK6+sJIYRou+qLy2bp2i0sLOSqq66iX79+AIwbN4758+ezYcMGsrKyuOqqq5gzZ05zvNRBsVhkUgQhhBAHZ/flyvo0S5BmZmby6quv0rt3b9xuN/PnzwfAMAw2btzI22+/TXp6enO8VJOkpKRgmpp1P2yN+2vXRSZkiB2p29iS+o0tqd/YaY667X9Mdwyj/h7OZgnSX//61zz44INcd911QKT52/P/27vTuKiuuw/gv5mRGXUAQRBQIARQWRWNNmg1WqsoLrjVrSYkNtpP4xZrkUT5lMSaaFzRuO+VGtQWSUSRGDVas0kTNygqGklxFxcgMmwDM/d5QZ0nVKKMcy4zwO/7yrnnes6ZPzP3P+fec8/190dAQAC2b9+OCxcuYMaMGSKaIiIisilCEumkSZOgUqlw8OBBlJSUoFOnTnjzzTehUqnw4osvYtGiRRg9enSd66usrERCQgK2b9+OEydOwMPD47F9cnJyMH/+fBQWFsLZ2Rnz589HYGCgiLdDRERUZ8Juf4mOjkZ0dLTpdUFBAcrLyxEWFoawsDCz6po2bRpCQ0OfuM/s2bMRExODAQMG4NChQ4iNjcWBAweeqe9ERETPSvjKRmvXrsUvf/lL9OrVC6dOnUJ2djamTZuGkpKSOtcxffp0zJo162fLL126hOLiYgwYMAAAEBkZiQcPHiA3N9fi/hMREZlDaCJdvXo11q5dC3t7ecIZ6wAAF7BJREFUe9O24uJiHDt2DMuWLatzPV26dHlieV5eHry8vGps8/b2xg8//GBeh4mIiCwkdInAPXv2YPz48Zg5cyZ69+4NAOjZsyfGjRuH48ePY/78+ULaKSsrg0ajqbFNo9GgtLT0sX0VCgU83ewf224N6mYqm+lLY8PYyovxlRfjKx8RsX3SjF1AcCLV6/Xw9fV9bLuHhwd0OnFTu1u2bImKiooa28rLy6HVah/bV5Ikm5lWzinu8mFs5cX4ysua8e2/9usnln8+o1c99UQeImJrNEry3/7yyKPbXSorKwEAp0+fRlZWFrZu3Sp0Rq2fnx/y8vJgNBqhVCpRVVWFvLw8+Pv7C2uDiIioLoReI505cyaKioqQkJAAANi4cSNWr14NvV6P2NhYYe20b98ebdq0QVpaGgBg37598PLyqnU0TEREJCehI9IePXogJSUFu3fvRl5eHjQaDXx9fTFq1Ch06NChTnXcv38fr7zyiul1dHQ0VCoVEhMTMXnyZFPyXL58OeLj47F27Vq4uLiYNZmJiIhIFCGL1j/NpUuXcPnyZURFRcndVA1OTk5cIrCJYGzlxfjKi9dI5SNyicCioqJay4XfR1qbTz/9FG+99VZ9NEVERFSvhJzazc/Pf2K5OYsxEBERNSRCEmnfvn357E8iImqShCRSlUqFZs2awcnJqdZynU5X62IJREREDZ2wp7/s2bMH//jHP+Du7v5Y+cqVK7F582YRTREREdkUIZON3nzzTbi4uOD999+vtZynfYmIqLESMiLVaDTYsmULrly5gsrKStjZ2dUoj4iIgKenp4imiIiIbIqwBRl8fHzg4+NTa1lISAhCQkJENUVERGQz6uU+UiIiosaKiZSIiMgCTKREREQWEJpIc3Nzf7bsn//8p8imiIiIbILQRDp69GgkJibW2KbT6TBv3jxMnTpVZFNEREQ2QWgi1Wq1WLx4MSZNmoTbt2/jm2++QVRUFD755BMEBQWJbIqIiMgmCH0e6WeffYbly5cjOTkZQ4YMQXl5ObRaLeLi4mo8Y5SIqL419seFkfUIHZE6ODhg1qxZ6NKlC8rKygBUn+59+eWXoVRyXhMRETU+QrNbcnIyBg8ejLNnz2Lo0KEICgrCzp07MXLkSJw6dUpkU0RERDZB6Knd+Ph4tG7dGqtXr0ZERAQMBgM2bNiAjRs34tVXX8WFCxdENkdERGR1Qkek/fv3R1paGiIiIgBUP15txowZ2Lt3Lzp27CiyKSIiIpsgdES6bt26WrcHBgZi7969IpsiIiKyCfU2A6hZM6E5m4iIyCZwKi0REZEFmEiJiIgsIEsiffjwIf7973+jqKgIVVVVkCRJjmaIiIisTmgi1ev1mDdvHnr16oVx48YhOzsb58+fx29+8xvcu3dPZFNEREQ2QWgiXbRoEVJTU9G1a1fTtqqqKuTk5GDx4sUimyIiIrIJQhNpeno6Jk+ejISEBNPp3G7dumHy5MnIyMgQ2RQREZFNEJpIFQoFHBwcai2rqqoS2RQREZFNEHpzZ2hoKLZs2YL8/HwAwOHDh/Hpp58iNTUV4eHhIpsiM/HJF0RE8hCaSGNjY/Haa68hKSkJQPUi9pIkwdHREXFxcSKbIiIZ8YcXUd0JTaSBgYFIT0/Hvn37kJeXB41GA19fX0RGRsLFxUVkU9SA8SBNRI2J8HX7XFxcMHnyZIvqOHnyJJYuXYrS0lK0a9cOH3zwATw8PGrsExERAUmSTEsPuru7IzEx0aJ2iYiIzCU0kebm5uKDDz5AdnY2dDrdY+XZ2dlPraO0tBR/+tOfsHXrVoSEhGDbtm2YP38+Nm7cWGO/hw8f4sCBA3BzcxPWf3oyjiSJiB4nNJHOmTMHFy9etKiOjIwMeHt7IyQkBAAwYcIErFy5EjqdDvb29qb9dDodHB0dLWqrIWDyIiKybUIT6X/+8x/06dMH77zzDtzd3aFUmn93TV5eHry9vU2vtVotnJyccO3aNQQHBwOoHrUaDAbMmzcPly5dgrOzM2JiYvDCCy8Iey9EZJmn/QgE6vZDkD8ma8e42A6hiXTAgAFwdnaGl5fXM9dRVlYGjUZTY5tGo0FpaanptdFoxJgxYzB+/Hh06tQJhw4dwtSpU3H48GG0atWqxv9VKBTwdLOHNQS+89kTy3MWDLK4DVHvTUQ91uyLupnKan/npoifO7Hk+Pw2hriIICK2SqXiieVCE+m7776L6OhojBs3Dv7+/jWeQapQKLBgwYKn1tGyZUtUVFTU2FZeXg6tVmt6bW9vj/fff9/0OjIyEuvWrcO5c+fQt2/fGv9XkiTcvPv49VpbIKJfot5bQ++Lp5u9zf6dGyN+7sSS4/PbGOIigojYGo3SE5Op0EQaFxeHnJwcAEBWVlaNsromUj8/Pxw4cMD0uqCgAD/++CN8fHxM20pLS3Hnzh34+fnV+L98eDgRyYmnU6k2QjPPl19+CVdXV4wfPx7u7u5QKJ48HK5NeHg47ty5g1OnTqF79+7YuXMn+vXrh5YtW5r2efDgASZMmIA9e/bAz88PX3/9Ne7fv4+wsDCRb4eIiOiphCbS559/HsOGDcOUKVOeuY7mzZtj5cqVWLBgAcrKyvDcc89h8eLFyM/Px+TJk5GWlgZvb2+8++67mDFjBgwGA1q1aoV169bVmNVLjZuoiSy2hKMdooZJ+DXSJUuWoE2bNggICHjsVGv79u3rVE94eDj279//2Pa0tDTTv4cOHYqhQ4da1mEiIiILCU2kEydOBABkZmY+VqZQKHDhwgWRzRHZhMY4OiaiuhOaSNu0afNM10WJiJqSxnYav6n/mBSaSL/44guR1RGRmZr6AY3IGoQm0itXrjyxvK7XSImIiBoKoYl02LBhP3tql9dIiYioMRKaSN3c3Gok0srKShQWFsLJyanGggpERESNhezXSG/fvo23334br7zyisimiIRobJM+iKj+mf94FjO1bdsWUVFRWLZsmdxNERER1TuhI9IzZ87UeC1JEu7cuYNt27ahsLBQZFNEREQ2QfiCDLVNNpIkCZGRkSKbIiIisglCE2nXrl0fS6RarRZdu3bFpEmTRDZFRERkE4Qm0t27d4usjoiIyOZZnEh/+uzQp4mKirK0OSIiaqQa6ix6ixNpbGxsndfXZSIlIqLGxuJE+qTVjIiIiBo7ixPp8uXLRfSDiIioQRI62QgAcnNz8fe//x25ublQqVQIDAzEq6++CldXV9FNERERWZ3QRHr69Gm8/vrr0Ov1kCQJQPWygbt378bevXu53i4RETU6QhPpqlWrIEkS/vCHPyA0NBSSJCEzMxOJiYlYuHAhNm/eLLI5IiIiqxOaSLOzs/H666/jj3/8o2lbREQEJEniPaZERNQoCV20XpIk2NnZPbZdq9XCaDSKbIqIiMgmCB2RdurUCdu3b0erVq3QuXNn06ndbdu2ITQ0VGRTRERENkFoIo2Li8PYsWOxcOHCGttVKhXmzp0rsikiIiKbIDSRBgUFITU1FZs2bcKlS5cAAIGBgfj973+P9u3bi2yKiIjIJghJpJ9//jn69u2LZs2awd/fH0uXLhVRLRERkc0TkkinT58OZ2dnDBkyBMOHD0dYWJiIaomIiGyekFm7wcHBKCwsRFJSEiZMmIBBgwZhw4YNuHHjhojqiYiIbJaQRPrxxx/j+PHjiIuLQ/fu3XHjxg18+OGHiIiIwMsvv4zk5GQUFxeLaIqIiMimKKRHa/kJVFRUhM8//xzHjh3DyZMnUVZWBrVajczMTNFNPZFKpYLRaISDg2O9tvuITl/1xHJ79dPPrIuooyn2RVQ97Evj6IuoetiXZ6tDVD11fU8/pVQqYDRaluaKix9CqVTCYDDUWi5LIgWAiooKfPXVVzh69CjS0tJQVVWFixcvytHUz2rRogX0ej0cHBzqtV0iImo8iouLoVarUVZWVmu50NtfHj58iOPHj+Po0aP46quvUF5eDkmS0KlTJ4wcOVJkU3Xyc2+aiIhIFCGJdNeuXTh69Ci+/fZbGAwGSJKEdu3aISoqCiNHjoSvr6+IZoiIiGyOkFO7gYGBAKrX1B04cCBGjBiBHj16WNw5IpEkSYJCobB2N4jMxs+ubRMyIu3VqxdGjBiBgQMHonnz5iKqbJL4ZZEXYyuf3Nxc+Pr6QqkU+hwM+i9+dm2bbJONqO6uX78Ob29vAEymckhKSkJhYSHCwsIQFBQEV1dXa3epUZk9ezZat26N+Ph4a3el0dmxYwcKCgrQvXt3hISEwMXFxdpdolqo5s+fP9/anWjK/vKXvyA5ORmenp7w8vKCQqFgMhVo7ty5+P7772FnZ4cTJ05Ao9EgKCiIMRYkPj4eOp0OS5YssXZXGp23334bubm50Gg0OHbsGOzs7BASEsLPrg0SOmuXzHf37l20bdsWKSkpkCQJPXr0YDIV5PDhw7h+/TqSkpIAANu3b8eBAwcwatQoxlaARYsW4cyZMzh48CCA6jW37927B1dXV3To0AE+Pj5W7mHD9c033+DmzZv46KOPAADbtm3DRx99hBEjRkCtVlu5d/S/eEHDigoLC1FRUYHevXvDyckJycnJyMjIAABTMqVn5+joCA8PDxQUFAAA+vXrh5KSEixcuBA7duxAbm6ulXvYcBUXF0OSJPTu3Rv3799HUlISPvzwQ5w6dQq7d+/G4sWL6/2+8cZErVbD3t4e9+/fBwD89re/hVqtRkFBAY8LNoindq2oRYsW8PHxQd++feHs7Ixr167h9OnTcHR0hLe3NxQKBYqLi6HRaKzd1QapqqoKO3fuxL179/D9998jPj4eAwcOhJubGy5fvowbN26gW7duUCqVHKGaSaPRwNPTE2fPnsWJEydw/vx5rFmzBqNGjUJISAiuX7+Ou3fv4oUXXgDAyTJ1ZTQaoVAooFKpoFKpEBoaCjs7OxiNRnzyySeIiIiAo6MjFAoFSkpKODq1ETy1W89WrlyJ/Px8tGvXDuHh4QgPDwcAhIaGQqlU4uOPP8bevXvRpk0bXL16FZmZmZg5cybs7Oys3POG4VF827Zti8GDB2PdunVIT09HVlYWevXqhdmzZwOoXh/68OHDPBCZ6eTJk+jZsycAwN/fH2PHjsXGjRvRsWNHtGzZEgaDAe3bt4eXlxdOnTrFWbxmWLJkCW7fvg1XV1cMHz4cY8eOBVD9g7CwsBCVlZWmJHrw4EFcuXIF06ZN47HBBvBTXo/mzZuH3Nxc9OzZEwaDAXFxcdizZ4+pPDg4GKNHj4aPjw9mz56NhQsXYvjw4fyi1NFP42s0GvHGG28gMzMTU6dORf/+/eHo+P9rLjdr1gySJKGkpMSKPW5Y1q5di9/97nfYvHmzaVtwcDDmzJmDMWPGQKvVQqVSAag+rd6yZUvo9XprdbdBmTdvHm7cuIHIyEgolUps3boV+fn5AKrXDG/WrBnUajUcHR2RmpqK1atXY9iwYTw22AiOSOtJfn4+7t+/jy1btgAA9Ho9goKCEBsbC6PRiIkTJwKoPjB99tlnKCkpwebNm9G+fXtrdrvBqC2+gYGBeOutt6DX69GtWzfEx8ebRk3Hjh3DypUrodVqrdzzhsNoNOK1115DWloaKisrMX36dADAc889BwC4evUqjhw5gsLCQhw7dgyrVq3iiL8Obt68iVu3biExMREA4Onpiffee8+0xKlCoUCrVq3g7u6OBQsW4LvvvsOaNWvg7+9vzW7TT3BEWk+cnZ1RXFxsmkGqVqsRGRmJhIQErF+/HkePHgUAnDlzBv/617+wYcMGJlEz1BbfwYMHY8WKFUhISEBZWRk2bdoEnU6H8vJyrFmzBgEBAVbudcNhNBpx9epVdOvWDbGxsUhPT8f69etr7FNUVIRr167BaDRi7dq1jG8dtWjRAhUVFfj2229Na5NrtVpcvXoVAGAwGFBVVYWSkhLTD5SOHTtaudf0U5xsVE9UKhWKi4uRl5cHFxcXuLm5AQD8/PygVCqRmZmJPn36wGg0YtiwYbx1wExPiq9CocCXX36J6OhovPTSS+jbty9at25t5R43LAqFAj179kRwcDDatm0LT09P/O1vf0NRURFefPFFANVLhEZGRqJ3796MrxmUSiU6duyIwMBA08TCAwcOIDg42HR8MBgM6NKlC0aOHMmRqA3iiLQe/frXv8bt27eRmpqKnJwcANUHqICAANy8eRMGgwHe3t5wd3e3ck8bpp+Lb1BQEG7dugW9Xs/JLxawt7cHUD3af+mllzB79mykp6cjKSkJhw8fxhtvvAGdTsfbM8yk0WgQFhYGe3t7GI1GGI1GqFQq03EgJSUFU6ZMgZeXF/z8/KzcW6oNjyoyqaqq+YBao9FomkR09epVJCcnIz09HQDw448/QpIkVFRUWKOrDZK58QXA+Jrhf+MLoMaPELVajT59+uC9997DsmXLsHjxYrzzzjuwt7fnrS5PUVtsH03SUigUUCqVsLOzg4uLC9LT07Fjxw7Ex8fzNjgbxrV2ZWQ0GnHkyBEMGjQIRqMRQPXB6IcffsC+ffuQkZGB5s2b4+7du1i1apXpKTpUN4yvvH4a359baWvXrl1ITEzEunXreE3fDE+LbVxcHHJyclBZWYkVK1bwmqitk0g2mZmZUkBAgJSVlWXaZjQaJUmSpIqKCqmwsFDKysqS7t69a60uNmiMr7xqi+9P3bx5U5oxY4Z08eLFeu5Zw/dzsX30+U1JSZGioqKkK1euWKN7ZCZONhLo0aokj7i7u0OSJFy+fBndu3evsYKOSqVC8+bN4e7uzlsw6ojxlZc58QWqT+/269cP7dq1s0Z3G5S6xvbRPq1bt8bw4cNNT4Ui28ZrpAIplUpIkoSvv/7atK1z587IysqCTqeDQqEwnYIk8zG+8jI3vhqNxjQBiZ7MnNhKkgR3d3dOOmxAOCIV4Ke/NlNTU7F06VJkZWUhICAAYWFhyM7ORnp6OgYPHsyJGM+A8ZUX4yufZ4ktY9zwcLKRhQwGA1QqFSRJwoMHD1BWVgatVouFCxeiqqoKTk5OGDVqFNLS0jB+/Hh06NDB2l1uUBhfeTG+8mFsmw4uEWiBR/d7GY1GzJgxAw8fPoSDgwN+8YtfYMWKFbh8+TJ27dqF2NhYFBQUwMXFhV8WMzC+8mJ85cPYNi08tWshhUKBWbNm4fnnn0dcXBycnJywf/9+nD17FmPGjMGvfvUr+Pr6wsnJCYMHD4aLi4u1u9ygML7yYnzlw9g2IVaYKdzgpaSkmP59584dKTo6Wrp165YkSdW3XWRnZ0tTpkyRkpOTTfsZDIZ672dDxfjKi/GVD2PbNHHWrpnu3LmDQ4cOIT4+HkD1NHZnZ2ccOXIEpaWlUKvV8Pf3h6+vr+kxSAC4NF0dMb7yYnzlw9g2XfwLmsnNzQ0xMTHQ6/WmL0yfPn2QkZGBjIwM6HQ6NG/eHK1bt0ZhYSEMBgPXHjUD4ysvxlc+jG3TxVm7z6CqqgpXrlzBpk2b4OLigj//+c9Yv349cnJyoFAoEBgYiJSUFGzatIlPangGjK+8GF/5MLZNEycb1UFCQgLOnTsHR0dHlJWVwdnZGa6urujYsSO++OILfPfdd4iJiYG7uzv0ej30ej1iYmL4RakjxldejK98GFsCOCJ9qtu3b6Nfv34AgGnTpuHgwYPo06ePaaZdQUEBUlNT4eTkhJiYGADVU9953aNuGF95Mb7yYWzpEY5In8LBwQGDBg3C/v370b9/f8ydOxdqtRpHjhzB+fPnsXPnTmi1WuzduxeSJCE8PBwAVyepK8ZXXoyvfBhbeoQLMtRBhw4dsH37dkycOBEqlQoTJkxAv379IEkSTpw4gcLCQpSVlWHIkCEA+EUxF+MrL8ZXPowtAeB9pOY4d+6cFBISIv31r399rOzR44/o2TG+8mJ85cPYNm08tWsGDw8P9OrVC3PmzEGrVq3QuXPnGuX8tWkZxldejK98GNumjYnUTB4eHujduzdmzpyJNm3aIDQ0FAC/KKIwvvJifOXD2DZdnLX7jLKzs9GiRQtOY5cJ4ysvxlc+jG3Tw0RKRERkAd7QREREZAEmUiIiIgswkRIREVmAiZSIiMgCTKREREQWYCIlIiKyABMpERGRBZhIiYiILPB/ve731upGnJEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice, in the above chart, there are no gaps along the x-coordinate, even though there are days on which there was no trading.  Non-trading days are simply not shown (if there are no prices for those days).\n",
    "\n",
    "- However, sometimes people like to see these gaps, so that they can tell, with a quick glance, where the weekends and holidays fall.  \n",
    "\n",
    "- Non-trading days can be displayed with the `show_nontrading` keyword.\n",
    "- For example, in the chart below, you can easily see weekends, as well as a gap at Thursday, November 28th for the U.S. Thanksgiving holiday."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',mav=(3,6,9),volume=True,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "We can also plot intraday data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1563, 4)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:31:00</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.36</td>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:32:00</th>\n",
       "      <td>3079.43</td>\n",
       "      <td>3079.68</td>\n",
       "      <td>3080.46</td>\n",
       "      <td>3079.43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low\n",
       "Date                                                   \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30\n",
       "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15\n",
       "2019-11-05 09:32:00  3079.43  3079.68  3080.46  3079.43"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:57:00</th>\n",
       "      <td>3090.73</td>\n",
       "      <td>3090.70</td>\n",
       "      <td>3091.02</td>\n",
       "      <td>3090.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:58:00</th>\n",
       "      <td>3090.73</td>\n",
       "      <td>3091.04</td>\n",
       "      <td>3091.13</td>\n",
       "      <td>3090.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:59:00</th>\n",
       "      <td>3091.16</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3090.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low\n",
       "Date                                                   \n",
       "2019-11-08 15:57:00  3090.73  3090.70  3091.02  3090.52\n",
       "2019-11-08 15:58:00  3090.73  3091.04  3091.13  3090.58\n",
       "2019-11-08 15:59:00  3091.16  3092.91  3092.91  3090.96"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intraday = pd.read_csv('examples/data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n",
    "intraday = intraday.drop('Volume',axis=1) # Volume is zero anyway for this intraday data set\n",
    "intraday.index.name = 'Date'\n",
    "intraday.shape\n",
    "intraday.head(3)\n",
    "intraday.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "The above dataframe contains Open,High,Low,Close data at 1 minute intervervals for the S&P 500 stock index for November 5, 6, 7 and 8, 2019.  Let's look at the last hour of trading on November 6th, with a 7 minute and 12 minute moving average."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iday = intraday.loc['2019-11-06 15:00':'2019-11-06 16:00',:]\n",
    "mpf.plot(iday,type='candle',mav=(7,12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  The \"time-interpretation\" of the `mav` integers depends on the frequency of the data, because the mav integers are number of data points used in the Moving Average.  Notice above that for intraday data the x-axis automatically displays TIME *instead of* date.  Below we see that if the intraday data spans into two (or more) trading days the x-axis automatically displays *BOTH* TIME and DATE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iday = intraday.loc['2019-11-05':'2019-11-06',:]\n",
    "mpf.plot(iday,type='candle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "In the plot below, we see what an intraday plot looks like when we **display non-trading time periods** with **`show_nontrading=True`** for intraday data spanning into two or more days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(iday,type='candle',show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Below: 4 days of intraday data with `show_nontrading=True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(intraday,type='ohlc',show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Below: the same 4 days of intraday data with `show_nontrading` defaulted to `False`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(intraday,type='line') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Below: Daily data spanning across a year boundary automatically adds the *YEAR* to the DATE format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2519, 6)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>147.100006</td>\n",
       "      <td>147.610001</td>\n",
       "      <td>146.059998</td>\n",
       "      <td>146.210007</td>\n",
       "      <td>118.624741</td>\n",
       "      <td>108126800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-01-02</th>\n",
       "      <td>146.529999</td>\n",
       "      <td>146.990005</td>\n",
       "      <td>143.880005</td>\n",
       "      <td>144.929993</td>\n",
       "      <td>117.586205</td>\n",
       "      <td>204935600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-01-03</th>\n",
       "      <td>144.910004</td>\n",
       "      <td>145.490005</td>\n",
       "      <td>144.070007</td>\n",
       "      <td>144.860001</td>\n",
       "      <td>117.529449</td>\n",
       "      <td>125133300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2007-12-31  147.100006  147.610001  146.059998  146.210007  118.624741   \n",
       "2008-01-02  146.529999  146.990005  143.880005  144.929993  117.586205   \n",
       "2008-01-03  144.910004  145.490005  144.070007  144.860001  117.529449   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2007-12-31  108126800  \n",
       "2008-01-02  204935600  \n",
       "2008-01-03  125133300  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-12-27</th>\n",
       "      <td>267.380005</td>\n",
       "      <td>267.730011</td>\n",
       "      <td>267.010010</td>\n",
       "      <td>267.320007</td>\n",
       "      <td>267.320007</td>\n",
       "      <td>57751000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28</th>\n",
       "      <td>267.890015</td>\n",
       "      <td>267.920013</td>\n",
       "      <td>267.450012</td>\n",
       "      <td>267.869995</td>\n",
       "      <td>267.869995</td>\n",
       "      <td>45116100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>268.529999</td>\n",
       "      <td>268.549988</td>\n",
       "      <td>266.640015</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>96007400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2017-12-27  267.380005  267.730011  267.010010  267.320007  267.320007   \n",
       "2017-12-28  267.890015  267.920013  267.450012  267.869995  267.869995   \n",
       "2017-12-29  268.529999  268.549988  266.640015  266.859985  266.859985   \n",
       "\n",
       "              Volume  \n",
       "Date                  \n",
       "2017-12-27  57751000  \n",
       "2017-12-28  45116100  \n",
       "2017-12-29  96007400  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('examples/data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df[700:850],type='ohlc_bars',volume=True,mav=(20,40))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For more examples of using mplfinance, please see the jupyter notebooks in the **[`examples`](https://github.com/matplotlib/mplfinance/blob/master/examples/)** directory.\n",
    "\n",
    "---\n",
    " \n",
    "# <a name=\"release\"></a>Release Notes\n",
    "\n",
    "| Version  |  Description   | Release Date |\n",
    "|:---------|:-------------|:---------------|\n",
    "| 0.12.3a0   | - kwarg `block=False` for non-blocking call to `mpf.plot()`<br> - customize aspect ratio, figure title, y-labels<br> - customize colors and other `style` aspects of plot<br> - `no_xgaps` now defaults to True: use `show_nontrading=True` to set no_xgaps to false<br> - secondary y-axis available to `make_addplot()`<br> - bug fix for volume widths | 2020-02-11 |\n",
    "| 0.12.0a3   | Increase mav limit from 3 to 7 different mavs  | 2020-01-16 |\n",
    "| 0.12.0a2   | Ability to save plot to a file (pdf, svg, png, jpg, ...) | 2020-01-14 |\n",
    "| 0.12.0a1   | Ability to plot arbitrary user data (in addition to basic OHLCV data).<br> - both line and scatter plots available.<br> - optionally plot on either the \"main\" or \"lower\" (aka \"volume\") axis. | 2020-01-09 |\n",
    "| 0.11.x   | Basic Plotting from Pandas DataFrame of OHLC bars and candlesticks.<br> - optional display of volume<br> - optional display of (up to 3 different) moving averages.<br> - old API still available by importing from \"mplfinance/original_flavor\" | 2019-12-20  |\n",
    "| 0.10.x   | Old mpl-finance API set up as its own package<br> (i.e. removed from the matplotlib package). | 2016-09-08   |\n",
    "\n",
    "---\n",
    "\n",
    "## <a name=\"history\"></a>Some History\n",
    "My name is Daniel Goldfarb.  In November 2019, I became the maintainer of `matplotlib/mpl-finance`.  That module is being deprecated in favor of the current `matplotlib/mplfinance`.  The old `mpl-finance` consisted of code extracted from the deprecated `matplotlib.finance` module along with a few examples of usage.  It has been mostly un-maintained for the past three years.  \n",
    "\n",
    "It is my intention to archive the `matplotlib/mpl-finance` repository soon, and direct everyone to `matplotlib/mplfinance`.  The main reason for the rename is to avoid confusion with the hyphen and the underscore: As it was, `mpl-finance` was *installed with the hyphen, but imported with an underscore `mpl_finance`.*  Going forward it will be a simple matter of both installing and importing `mplfinance`.\n",
    "\n",
    "---\n",
    "### <a name=\"oldapi\"></a>old API availability\n",
    "\n",
    "With this new ` mplfinance ` package installed, in addition to the new API, users can still access the old API (at least for the next several months) by changing their import statments<br>\n",
    "**from:**\n",
    "\n",
    "```python\n",
    "    from mpl_finance import <method>\n",
    "```\n",
    "\n",
    "**to:**\n",
    "\n",
    "```python\n",
    "    from mplfinance.original_flavor import <method>\n",
    "```\n",
    "\n",
    "\n",
    "where `<method>` indicates the method you want to import, for example:\n",
    "\n",
    "\n",
    "\n",
    "```python\n",
    "    from mplfinance.original_flavor import candlestick_ohlc\n",
    "```\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
